<head>
<style>
h1, .side-doc-outline  {
    display: none;
}
.document .page-content {
    width: 100%;
}
h2, h3, h4 {
    letter-spacing: 2px;
}
.mdl-grid {
    align-items: center;
    justify-content: center;
    text-align: center;
    padding: 150px 0 0 0;
}
h2.toc {
    padding: 150px 0 0 0;
}

.header h2 {
    font-size: 2rem;
    padding-bottom: 35px;
}

.header p {
    font-size: 1.25rem;
    letter-spacing: 0px;
    line-height: 1.5rempx;
    padding-bottom: 10px;
}

.header .mdl-button {
  margin: 0px 10px;
  letter-spacing: 2px;
  font-size: 16px;
  margin: 1rem 1.5rem;
  height: 40px;
  width: 120px;
}
.author-item {
  max-width: 300px;
}
.author-item h3 {
    padding-top: 25px;
    padding-bottom: 10px;
}
.author-item img {
    border-radius: 50%;
    width: 120px;
}
.authors h4 {
    width: 100%;
}

.authors h2 {
    padding-bottom: 18px;
}

.running-item  {
  max-width: 300px;
}

.running-item img {
  height: 40px;
}

.running-item p {
    padding: 20px;
}

.running.mdl-grid {
padding: 20px 0 0 0;
}

.logos img {
display: inline;
max-height: 70px;
max-width: 100px;
margin-left: auto;
margin-right: auto;
}

.logos {
padding-top: 1em;
padding-bottom: 2em;
}

.logos .mdl-grid {
padding: 0;
}

.features .logos .mdl-cell {
padding: 10px 0;
}


.features .mdl-cell {
    padding: 0 36px;
}
.features h2, .features-2 h2 {
    padding-bottom: 24px;
}
.features-2 p {
    padding: 0 200px;
}
.institute.mdl-grid {
    padding: 24px;
}
.institute .mdl-cell {
    text-align: left;
    padding: 0;
}
#logoimg {
    padding-top: 0em;
    padding-bottom: 2em;
    width: 100%;
}
#map {
    height: 400px;
    width: 100%;
}
#mapimg {
    width: 100%;
}
a {
  font-size: normal;
}

@media (max-width: 1000px) {
    .mdl-grid, h2.toc {
        padding: 50px 0 0 0;
    }
    .header img, .features-2 img {
        max-width: 300px;
    }
    .header .mdl-cell--1-col {
        display: none;
    }
    .features img {
        max-width: 350px;
    }
    .features-2 p {
        padding: 0 24px;
    }
.features .mdl-cell {
    padding: 0 8px;
}
}

.collapsible {
    background-color: #EEE;
    color: black;
    cursor: pointer;
    padding: 6px;
    width: 100%;
    border: none;
    text-align: left;
    outline: none;
    font-size: 16px;
}
.collapsible-active, .collapsible:hover {
    background-color: #DDD;
}
.expansion {
    padding: 3px 6px;
    max-height: 0;
    overflow: hidden;
    transition: max-height 0.2s ease-out;
}

.cover h2 {
  font-size: 34px;
  margin-bottom: 0px;
  padding-bottom: 20px;
}

.cover p.version {
  font-size: 18px;
  padding: 0 0 9px 0;
}

.cover p {
  margin: 0;
  padding:  20px 0 0px 0;
  font-size: 20px;
}

</style>
</head>


<div class = "mdl-grid header">
  <div class = "mdl-cell mdl-cell--3-col">
    <a href="https://www.amazon.com/Dive-into-Learning-Aston-Zhang/dp/1009389432/"><img src="_images/front-cup.jpg" class="img-fluid" alt=""></a>
  </div>
  <div class = "mdl-cell mdl-cell--1-col">
  </div>
  <div class = "mdl-cell mdl-cell--5-col mdl-cell--middle cover">
    <h2>Dive into Deep Learning</h2>
    <p><b>Interactive</b> deep learning book with code, math, and discussions <br><br>
        Implemented with <b>PyTorch</b>, <b>NumPy/MXNet</b>, <b>JAX</b>, and <b>TensorFlow</b><br><br>
        Adopted at 500 universities from 70 countries<br><br>
        <a class="github-button" href="https://github.com/d2l-ai/d2l-en" data-icon="octicon-star" data-size="large" data-show-count="true" aria-label="Star d2l-ai/d2l-en on GitHub">Star</a>
    </p>
  </div>
</div>

<div class="mdl-grid">
  <div>
    <div align="center">
    <a href="https://twitter.com/D2L_ai?ref_src=twsrc%5Etfw" class="twitter-follow-button" data-size="large" data-show-count="true">Follow @D2L_ai</a><script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
    </div>
    <div align="left">
    <ul>
      <li>[Feb 2023]
        The book is forthcoming on Cambridge University Press (<a href="https://www.amazon.com/Dive-into-Learning-Aston-Zhang/dp/1009389432/">order</a>).
        The Chinese version is the <a href="https://raw.githubusercontent.com/d2l-ai/d2l-zh/master/static/frontpage/_images/sales/jd-2023020304-all-ai-zh-4.png">best seller</a> at the largest Chinese online bookstore.
        Follow D2L's <a href="https://github.com/d2l-ai/d2l-en">open-source project</a> for the latest updates.
      </li>
        <li> [Dec 2022] JAX implementation is available! New topics of <a href="chapter_reinforcement-learning/index.html">reinforcement learning</a>,
          <a href="chapter_gaussian-processes/index.html">Gaussian processes</a>, and
          <a href="chapter_hyperparameter-optimization/index.html">hyperparameter optimization</a> are added!
        <li> [Jul 2022] Check out our <a href="chapter_linear-regression/oo-design.html">new API</a>
            for implementation
            and new topics like
            generalization in <a href="chapter_linear-classification/generalization-classification.html">classification</a> and
            <a href="chapter_multilayer-perceptrons/generalization-deep.html">deep learning</a>,
            <a href="chapter_convolutional-modern/resnet.html">ResNeXt</a>,
            <a href="chapter_convolutional-modern/cnn-design.html">CNN design space</a>, and
            transformers for <a href="chapter_attention-mechanisms-and-transformers/vision-transformer.html">vision</a>
            and <a href="chapter_attention-mechanisms-and-transformers/large-pretraining-transformers.html">large-scale pretraining</a>. 
      </li>
      <li> [May 2022] Join <a href="https://github.com/d2l-ai">us</a> to improve ongoing translations
          in <a href="https://pt.d2l.ai/">Portuguese</a>,
          <a href="https://tr.d2l.ai/">Turkish</a>,
          <a href="https://d2l.aivivn.com/">Vietnamese</a>,
          <a href="https://ko.d2l.ai/">Korean</a>,
          and <a href="https://ja.d2l.ai/">Japanese</a>.</li>
      <li> [Dec 2021] We added a new option to <a href="#jupyter">run this book</a> for free: check out <a href="https://studiolab.sagemaker.aws/import/github/d2l-ai/d2l-pytorch-sagemaker-studio-lab/blob/main/GettingStarted-D2L.ipynb">SageMaker Studio Lab</a>.
      </li>
      </li>
    <li>[May 2021]
      Slides, Jupyter notebooks, assignments, and videos of the Berkeley course can be found at the
      <a href="https://courses.d2l.ai/berkeley-stat-157/syllabus.html">syllabus page</a>.
    </li>
    </ul>
    </div>
  </div>
</div>

<div class = "authors mdl-grid" id = "author" >
  <div class = "author-group-title mdl-cell mdl-cell--12-col mdl-cell--top">
  <h2>Authors</h2>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/aston.jpg"/>
      <h3><a href="https://www.astonzhang.com/">Aston Zhang</a></h3>
      <p>Amazon</p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/zack.jpg"/>
      <h3><a href="http://zacklipton.com/">Zack C. Lipton</a></h3>
      <p>CMU and Amazon</p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/mu.jpg"/>
      <h3><a href="https://www.cs.cmu.edu/~muli/">Mu Li</a></h3>
      <p>Amazon</p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/alex.jpg"/>
      <h3><a href="https://alex.smola.org/">Alex J. Smola</a></h3>
      <p>Amazon</p>
    </div>
  </div>

  <div class = "author-group-title mdl-cell mdl-cell--12-col mdl-cell--top">
  <h2>Vol.2 Chapter Authors</h2>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/pratik.jpg"/>
      <h3><a href="https://pratikac.github.io/">Pratik Chaudhari</a></h3>
      <p>UPenn and Amazon<br><i><a href="chapter_reinforcement-learning/index.html">Reinforcement Learning</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/rasool.jpg"/>
      <h3><a href="https://sites.google.com/site/rfakoor">Rasool Fakoor</a></h3>
      <p>Amazon<br><i><a href="chapter_reinforcement-learning/index.html">Reinforcement Learning</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/kavosh.jpg"/>
      <h3><a href="https://cs.brown.edu/~kasadiat/">Kavosh Asadi</a></h3>
      <p>Amazon<br><i><a href="chapter_reinforcement-learning/index.html">Reinforcement Learning</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/andrew.jpg"/>
      <h3><a href="https://cims.nyu.edu/~andrewgw/">Andrew Gordon Wilson</a></h3>
      <p>NYU and Amazon<br><i><a href="chapter_gaussian-processes/index.html">Gaussian Processes</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/aaron.jpg"/>
      <h3><a href="https://aaronkl.github.io/">Aaron Klein</a></h3>
      <p>Amazon<br><i><a href="chapter_hyperparameter-optimization/index.html">Hyperparameter Optimization</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/matthias.jpg"/>
      <h3><a href="https://mseeger.github.io/">Matthias Seeger</a></h3>
      <p>Amazon<br><i><a href="chapter_hyperparameter-optimization/index.html">Hyperparameter Optimization</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/cedric.png"/>
      <h3><a href="http://www0.cs.ucl.ac.uk/staff/c.archambeau/">Cedric Archambeau</a></h3>
      <p>Amazon<br><i><a href="chapter_hyperparameter-optimization/index.html">Hyperparameter Optimization</a></i></p>
    </div>
  </div>




  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/shuai.jpg"/>
      <h3><a href="https://shuaizhang.tech/">Shuai Zhang</a></h3>
      <p>Amazon
        <br><i><a href="chapter_recommender-systems/index.html">Recommender Systems</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/yi.jpg"/>
      <h3><a href="https://vanzytay.github.io/">Yi Tay</a></h3>
      <p>Google
        <br><i><a href="chapter_recommender-systems/index.html">Recommender Systems</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/brent.jpg"/>
      <h3><a href="https://www.linkedin.com/in/brent-werness-1506471b7/">Brent Werness</a></h3>
      <p>Amazon<br><i><a href="chapter_appendix-mathematics-for-deep-learning/index.html">Mathematics
        for Deep Learning</a></i></p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/rachel.jpeg"/>
      <h3><a href="https://www.linkedin.com/in/rachelsonghu/">Rachel Hu</a></h3>
      <p>Amazon<br><i><a href="chapter_appendix-mathematics-for-deep-learning/index.html">Mathematics
        for Deep Learning</a></i></p>
    </div>
  </div>

  <div class = "author-group-title mdl-cell mdl-cell--12-col mdl-cell--top">
    <h2>Framework Adaptation Authors</h2>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/anirudh.jpg"/>
      <h3><a href="https://github.com/AnirudhDagar">Anirudh Dagar</a></h3>
      <p>Amazon<br><i>PyTorch Adaptation</i><br><i>JAX Adaptation</i></p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/yuan.jpg"/>
      <h3><a href="https://terrytangyuan.github.io/about/">Yuan Tang</a></h3>
      <p>Red Hat<br><i>TensorFlow Adaptation</i></p>
    </div>
  </div>
  <div class = "author-group-title mdl-cell mdl-cell--12-col mdl-cell--top">
    <h3> We thank all the <a href="https://github.com/d2l-ai/d2l-en/graphs/contributors">community contributors</a><br>for making this open source book better for everyone.</h3>
    <h4><a href="https://d2l.ai/chapter_appendix-tools-for-deep-learning/contributing.html">Contribute to the book</a></h4>
      </div>
</div>

<div class = "features mdl-grid">
  <div id = "jupyter" class = "mdl-cell mdl-cell--5-col mdl-cell--middle">
    <div class="content">
      <h2>Each section is an executable Jupyter notebook</h2>
      <p>You can modify the code and tune hyperparameters to get instant
      feedback to accumulate practical experiences in deep learning.</p>
      <div class = "mdl-grid running">
        <div class="running-item">
          <a href="./chapter_installation/index.html">
            <img src="./_images/laptop_jupyter.png"/>
            <p>Run<br>locally</p>
        </div>
        <div class="running-item">
          <a href="https://studiolab.sagemaker.aws/import/github/d2l-ai/d2l-pytorch-sagemaker-studio-lab/blob/main/GettingStarted-D2L.ipynb">
            <img src="./_images/logos/sagemaker-studio-lab.png"/>
            <p>Amazon SageMaker<br>Studio Lab</p>
          </a>
        </div>
        <div class="running-item">
          <a href="./chapter_appendix-tools-for-deep-learning/sagemaker.html">
            <img src="./_images/logos/sagemaker.png"/>
            <p>Amazon<br>SageMaker</p>
          </a>
        </div>
        <div class="running-item">
          <a href="./chapter_appendix-tools-for-deep-learning/colab.html">
            <img src="./_images/logos/colab.png" />
            <p>Google<br>Colab</p>
          </a>
        </div>
      </div>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--7-col">
  <img src="_images/notebook.gif">
  </div>
</div>

<div class = "features-2 mdl-grid">
  <h2>Mathematics + Figures + Code </h2>
  <p>We offer an interactive learning experience with mathematics, figures,
  code, text, and discussions, where concepts and techniques are illustrated
    and implemented with experiments on real data sets.
  </p>

  <div class = "mdl-cell mdl-cell--4-col">
    <img src="_images/eq.jpg"/>
  </div>
  <div class = "mdl-cell mdl-cell--4-col">
    <img src="_images/figure.jpg"/>
  </div>
  <div class = "mdl-cell mdl-cell--4-col">
    <img src="_images/code.jpg"/>
  </div>
</div>

<div class = "features mdl-grid">
  <div class = "mdl-cell mdl-cell--7-col">
    <img src="_images/forum.gif">
  </div>
  <div class = "mdl-cell mdl-cell--5-col mdl-cell--middle">
    <div class="content">
      <h2>Active <a href="https://discuss.d2l.ai/c/5">community</a> support</h2>
      <p>You can discuss and learn with thousands of peers in the community
        through the link provided in each section.
        </p>
    </div>
  </div>
</div>

<div class="features mdl-grid">
  <div id = "textbook" class = "mdl-cell mdl-cell--12-col">
    <h2>D2L as a textbook or a reference book</h2>
    <!--How to make logoimg: Use GoFullPage extension to take screenshot of homepage with individual logos. Crop entire logo areas with several copies. On each copy, crop six non-overlapping rows of logos as logoimg files-->
<!--beginning of logos-->
<!--
<div id = "logos" class="logos">
  <div class="mdl-grid">
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Alexandria-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Amity-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Ateneo-de-Naga-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Australian-National-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Bar-Ilan-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Barnard-College.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Birla-Institute-of-Technology-and-Science,-Hyderabad.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Boston-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Brandeis-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Brown-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Cairo-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Carnegie-Mellon-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/College-of-Engineering-Pune.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Columbia-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Cornell-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Cyprus-Institute.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Duke-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Durban-University-of-Technology.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Ecole-Nationale-Superieure-dInformatique.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Emory-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Eotvos-Lorand-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Escuela-Politecnica-Nacional.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Federal-University-Lokoja.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Fudan-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Gayatri-Vidya-Parishad-College-of-Engineering-(Autonomous).png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Gazi-Universitesi.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/George-Mason-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Georgetown-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Georgia-Institute-of-Technology.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Golden-Gate-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Habib-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hamad-Bin-Khalifa-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hangzhou-Dianzi-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hankuk-University-of-Foreign-Studies.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Harbin-Institute-of-Technology.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Harvard-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hasso-Plattner-Institut.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Heinrich-Heine-Universitat-Dusseldorf.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hertie-School.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hiroshima-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Ho-Chi-Minh-City-University-of-Foreign-Languages-and-Information-Technology.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hochschule-Bremen.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hochschule-fur-Technik-und-Wirtschaft.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Hong-Kong-University-of-Science-and-Technology.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Huazhong-University-of-Science-and-Technology.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Imperial-College-London.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/IMT-Mines-Ales.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indian-Institute-of-Technology-Bombay.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indian-Institute-of-Technology-Hyderabad.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indian-Institute-of-Technology-Jodhpur.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indian-Institute-of-Technology-Kanpur.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indian-Institute-of-Technology-Kharagpur.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indian-Institute-of-Technology-Mandi.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indian-Institute-of-Technology-Ropar.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indira-Gandhi-National-Open-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Indraprastha-Institute-of-Information-Technology,-Delhi.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Institut-catholique-d'arts-et-metiers-(ICAM).svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Institut-de-recherche-en-informatique-de-Toulouse.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Institut-Superieur-d'Informatique-et-des-Techniques-de-Communication.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Institut-Superieur-De-L'electronique-Et-Du-Numerique.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Institut-Teknologi-Bandung.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Instituto-Tecnologico-Autonomo-de-Mexico.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Instituto-Tecnologico-de-Buenos-Aires.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Istanbul-Teknik-Universitesi.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/IT-Universitetet-i-Kobenhavn.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Johns-Hopkins-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Keio-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/King-Abdullah-University-of-Science-and-Technology.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/King-Fahd-University-of-Petroleum-and-Minerals.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Kongu-Engineering-College.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/KPR-Institute-of-Engineering-and-Technology.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Kyungpook-National-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Lancaster-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Leading-Unviersity.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Leibniz-Universitat-Hannover.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Leuphana-University-of-Luneburg.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/London-School-of-Economics-&-Political-Science.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Make-School.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Masaryk-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Massachusetts-Institute-of-Technology.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/McGill-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Menoufia-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Milwaukee-School-of-Engineering.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Minia-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Mohammed-V-University-in-Rabat.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Monash-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Multimedia-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Nanjing-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-Chung-Hsing-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-Institute-of-Technical-Teachers-Training-&-Research.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-Institute-of-Technology,-Warangal.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-Sun-Yat-sen-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-Taiwan-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-Technical-University-of-Athens.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-Technical-University-of-Ukraine.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-United-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/National-University-of-Singapore.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Nazarbayev-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/New-York-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Newman-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/North-Ossetian-State-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Northeastern-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Northwestern-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Ohio-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Pakuan-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Peking-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Pennsylvania-State-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Pohang-University-of-Science-and-Technology.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Politecnico-di-Milano.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Pontificia-Universidad-Catolica-de-Chile.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Pontificia-Universidad-Catolica-del-Peru.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Portland-State-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Purdue-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Quaid-e-Azam-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Queen's-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Radboud-Universiteit.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Rowan-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Rutgers,-The-State-University-of-New-Jersey.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Santa-Clara-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Sapienza-Universita-di-Roma.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Seoul-National-University-of-Science-and-Technology.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Seoul-National-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Shanghai-Jiao-Tong-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Shanghai-University-of-Finance-and-Economics.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Sharif-University-of-Technology.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Shenzhen-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Simon-Fraser-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Singapore-University-of-Technology-and-Design.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Sogang-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Southern-New-Hampshire-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/St.-Polten-University-of-Applied-Sciences.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Stanford-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/State-University-of-New-York-at-Binghamton.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Stevens-Institute-of-Technology.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Sungkyunkwan-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Technion---Israel-Institute-of-Technology.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Technische-Universitat-Berlin.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Technische-Universiteit-Delft.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Tekirdag-Namik-Kemal-Universitesi.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Texas-A&M-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Thapar-Institute-of-Engineering-and-Technology.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Tsinghua-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Tufts-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Umea-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-Carlos-III-de-Madrid.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-de-Zaragoza.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-Militar-Nueva-Granada.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-Nacional-Agraria-La-Molina.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-Nacional-Autonoma-de-Mexico.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-Nacional-de-Colombia-Sede-Manizales.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-Nacional-de-Tierra-del-Fuego.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-San-Francisco-de-Quito.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidad-Tecnologica-de-Pereira.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidade-Catolica-de-Brasilia.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidade-Estadual-de-Campinas.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidade-Federal-de-Minas-Gerais.jpg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidade-Federal-de-Ouro-Preto.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidade-Federal-do-Rio-Grande.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidade-NOVA-de-Lisboa.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universidade-Presbiteriana-Mackenzie.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universita-degli-Studi-di-Bari-Aldo-Moro.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universita-degli-Studi-di-Brescia.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universita-degli-Studi-di-Catania.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universita-degli-Studi-di-Padova.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universitas-Andalas,-Padang.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universitas-Udayana.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universitat-de-Barcelona.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universitat-Heidelberg.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universitat-Politecnica-de-Catalunya.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universitatea-Babes-Bolyai.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universitatea-de-Vest-din-Timisoara.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universite-Cote-dAzur.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universite-de-technologie-de-Compiegne.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Universite-Paris-Saclay.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Arkansas.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Augsburg.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-British-Columbia.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-California,-Berkeley.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-California,-Irvine.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-California,-Los-Angeles.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-California,-San-Diego.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-California,-Santa-Barbara.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-California,-Santa-Cruz.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Cambridge.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Canberra.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Cincinnati.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Connecticut.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Copenhagen.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Florida.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Ghana.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Groningen.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Hamburg.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Hull.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Iceland.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Idaho.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Illinois-at-Urbana-Champaign.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-International-Business-and-Economics.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Klagenfurt.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Liege.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Maryland.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Michigan.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Minnesota,-Twin-Cities.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Moratuwa.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-New-Hampshire.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Newcastle.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-North-Carolina-at-Chapel-Hill.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-North-Texas.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Northern-Philippines.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Nottingham.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Oslo.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Pennsylvania.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Pittsburgh.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Sao-Paulo.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Science-and-Technology-of-China.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Southern-California.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Southern-Maine.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-St-Andrews.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Szeged.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Technology-Sydney.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Tehran.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Texas-at-Austin.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Warsaw.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Washington.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Waterloo.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/University-of-Wisconsin-Madison.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Univerzita-Komenskeho-v-Bratislave.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Vardhaman-College-of-Engineering.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Vardhman-Mahaveer-Open-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Vietnamese-German-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Wageningen-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/West-Virginia-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Western-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Xavier-University-Bhubaneswar.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Xi'an-Jiaotong-Liverpool-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Xiamen-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Yale-University.svg" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Yeshiva-University.png" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Yonsei-University.svg" /> </div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Yunnan-University.png" /></div>
    <div class = "mdl-cell mdl-cell--2-col"> <img src="./_images/logos/Zhejiang-University.svg" /></div>
  </div>
    </div>
-->
<!--end of logos-->


<div id="logoimg"><img src="./_images/logos/logoimg1.png" /></div>
<div id="logoimg"><img src="./_images/logos/logoimg2.png" /></div>
<div id="logoimg"><img src="./_images/logos/logoimg3.png" /></div>
<div id="logoimg"><img src="./_images/logos/logoimg4.png" /></div>
<div id="logoimg"><img src="./_images/logos/logoimg5.png" /></div>
<div id="logoimg"><img src="./_images/logos/logoimg6.png" /></div>
<div id="logoimg"><img src="./_images/logos/logoimg7.png" /></div>
<div id="mapimg"><img src="./_images/map.png" /></div>


    <!--beginning of the map-->
    <!--
    <div id="map"></div>
    <script>
      function initMap() {
        var map = new google.maps.Map(document.getElementById('map'), {
          zoom: 2,
          center: new google.maps.LatLng(10.8, 180.3),
          mapTypeId: 'terrain'
        });

      var locations = [
      ['Abasyn University, Islamabad Campus', 33.65556892475714, 73.15559765557964],
    ['Alexandria University', 31.206538, 29.922797],
    ['Amirkabir University of Technology', 35.703354002448464, 51.4095125537696],
    ['Amity University', 28.544005, 77.333130],
    ['Amrita Vishwa Vidyapeetham University', 10.902668557024382, 76.90061716869755],
    ['Anna University Regional Campus Madurai', 9.902037523878928, 78.03988072636484],
    ['Anna University', 13.01111880384947, 80.2357507233619],
    ['Ateneo de Naga University', 13.630187, 123.185148],
    ['Australian National University', -35.27771739742475, 149.11855918462078],
    ['Bar-Ilan University', 32.069253431261146, 34.84317342856509],
    ['Barnard College', 40.809460017673715, -73.96346554426097],
    ['Beijing Foresty University', 40.00448797931774, 116.34997229795455],
    ['Birla Institute of Technology and Science, Hyderabad', 17.544625, 78.571819],
    ['Birla Institute of Technology and Science, Pilani', 28.35885404752129, 75.58812768617105],
    ['BML Munjal University', 28.247685233628157, 76.81362689771557],
    ['Boston College', 42.335532917289584, -71.16847304431684],
    ['Boston University', 42.35055518215443, -71.10529181308598],
    ['Brac University', 23.78012664859909, 90.4071811264841],
    ['Brandeis University', 42.365666135226014, -71.25867338980791],
    ['Brown University', 41.82669982636118, -71.40256965963857],
    ['Brunel University London', 51.532192272682224, -0.4727385728024486],
    ['Cairo University', 30.023226, 31.208478],
    ['California State University, Northridge', 34.241116404038145, -118.52758867139201],
    ['Cankaya University', 39.81996223894746, 32.565271997950056],
    ['Carnegie Mellon University', 41.443279, -79.943889],
    ['Center for Research and Advanced Studies of the National Polytechnic Institute', 19.509817561118542, -99.1295068024028],
    ['Chalmers University of Technology', 57.689817584799336, 11.974226071573712],
    ['Chennai Mathematical Institute', 12.828550301249196, 80.22025824366868],
    ['Chouaib Doukkali University', 33.2272463566159, -8.48791211374032],
    ['Chulalongkorn University', 13.738241502747277, 100.53251271289083],
    ['City College of New York', 40.820063317665024, -73.9491758424082],
    ['City University of Hong Kong', 22.33670905667938, 114.17240193995853],
    ['City University of Science and Information Technology', 34.03667468975379, 71.61916979782218],
    ['College of Engineering Pune', 18.529444, 73.856584],
    ['Columbia University', 40.807588, -73.962493],
    ['Cornell University', 42.45351250716109, -76.4734705154781],
    ['Cyprus Institute', 35.141421460235925, 33.3800454002502],
    ['Deakin University', -37.90590321016534, 145.204444663257],
    ['Diponegoro University', -7.051941199526217, 110.44089159757223],
    ['Dresden University of Technology', 51.02861307031119, 13.731339769510187],
    ['Duke University', 36.001443, -78.938250],
    ['Durban University of Technology', -29.853687, 31.006113],
    ['Eastern Mediterranean University', 35.14236173377198, 33.911647897938074],
    ['Ecole Nationale Supérieure d\'Informatique', 36.704986872080106, 3.173894140299497],
    ['Ecole Nationale Supérieure de Cognitique', 44.80621906695225, -0.5974826154167564],
    ['École Nationale Supérieure de Techniques Avancées', 48.71190494750212, 2.217922310010602],
    ['Eindhoven University of Technology', 51.44862315229743, 5.490757713703242],
    ['Emory University', 33.797164, -84.322272],
    ['Eötvös Loránd University', 47.49054078067687, 19.058480125175233],
    ['Escuela Politécnica Nacional', -0.2103593028870918, -78.48853969970276],
    ['Escuela Superior Politecnica del Litoral', -2.147942309407526, -79.9643259758424],
    ['Federal University Lokoja', 7.791870, 6.731669],
    ['Feng Chia University', 24.178804171922, 120.64654715532512],
    ['Fisk University', 36.16739260945988, -86.80360674622047],
    ['Florida Atlantic University', 26.374997195310943, -80.1009882003687],
    ['FPT University', 21.013320093319038, 105.52711794188708],
    ['Fudan University', 31.297640, 121.503629],
    ['Ganpat University', 23.529297321427347, 72.45773629764516],
    ['Gayatri Vidya Parishad College of Engineering (Autonomous)', 17.820611, 83.341994],
    ['Gazi Üniversitesi', 39.941808, 32.823059],
    ['Gdańsk University of Technology', 54.371668830297544, 18.616381342534716],
    ['George Mason University', 38.82977834791689, -77.30751080574876],
    ['Georgetown University', 38.90758383321976, -77.07225850152447],
    ['Georgia Institute of Technology', 33.775444, -84.396371],
    ['Gheorghe Asachi Technical University of Iaşi', 47.15401236278702, 27.597737784742005],
    ['Golden Gate University', 37.789360, -122.398835],
    ['Great Lakes Institute of Management', 12.573423462615603, 80.13987245530654],
    ['Gwangju Institute of Science and Technology', 35.22758571617561, 126.83937746910377],
    ['Habib University', 24.905933, 67.138266],
    ['Hamad Bin Khalifa University', 25.314385672601375, 51.4326324498188],
    ['Hangzhou Dianzi University', 30.28685277512682, 120.14052799784373],
    ['Hangzhou Dianzi University', 30.288456, 120.140527],
    ['Hankuk University of Foreign Studies', 37.597048, 127.058871],
    ['Harare Institute of Technology', -17.83950087476798, 31.00758038421341],
    ['Harbin Institute of Technology', 45.747036, 126.633527],
    ['Harvard University', 42.37700287908693, -71.1166815595661],
    ['Hasso-Plattner-Institut', 52.397485, 13.132519],
    ['Hebrew University of Jerusalem', 31.79455778119228, 35.241390168942594],
    ['Heinrich-Heine-Universität Düsseldorf', 51.191370, 6.793931],
    ['Henan Institute of Technology', 35.28250324796115, 113.93372181513222],
    ['Hertie School', 52.512816897312895, 13.389212869511722],
    ['Higher Institute of Applied Science and Technology of Sousse', 35.812492080070605, 10.638318826788344],
    ['Hiroshima University',  34.402183, 132.713900],
    ['Ho Chi Minh City University of Foreign Languages and Information Technology', 10.771622, 106.670115],
    ['Hochschule Bremen', 53.072616, 8.793884],
    ['Hochschule für Technik und Wirtschaft', 52.492987, 13.524848],
    ['Hochschule Hamm-Lippstadt', 51.67278369022838, 8.363415286013957],
    ['Hong Kong University of Science and Technology', 22.336678, 114.265412],
    ['Houston Community College', 29.737336772515825, -95.37606017776106],
    ['Huazhong University of Science and Technology', 30.513226, 114.420726],
    ['Humboldt-Universität zu Berlin', 52.51802827334339, 13.393613504122426],
    ['İbn Haldun Üniversitesi', 41.139111257591225, 28.79718600908321],
    ['Icahn School of Medicine at Mount Sinai', 40.78984214798535, -73.95328231727781],
    ['Imperial College London', 51.498741, -0.174802],
    ['IMT Mines Alès', 44.13296598417529, 4.088284471113152],
    ['Indian Institute of Kanpur', 26.512224, 80.233533],
    ['Indian Institute of Technology Bombay', 19.134282, 72.912646],
    ['Indian Institute of Technology Hyderabad', 17.594712914826793, 78.12302936883528],
    ['Indian Institute of Technology Jodhpur', 26.471283, 73.113487],
    ['Indian Institute of Technology Kharagpur', 22.314590, 87.310477],
    ['Indian Institute of Technology Mandi', 31.775372, 76.986182],
    ['Indian Institute of Technology Ropar',  30.976563, 76.538215],
    ['Indian School of Business', 17.43546094702735, 78.34073616883386],
    ['Indira Gandhi National Open University', 26.961290, 75.799690],
    ['Indraprastha Institute of Information Technology, Delhi', 28.545440, 77.273419],
    ['Institut catholique d\'arts et métiers (ICAM)', 48.61361143155037, 2.538312900079217],
    ['Institut de recherche en informatique de Toulouse', 43.561756, 1.467999],
    ['Institut Supérieur d\'Informatique et des Techniques de Communication', 35.858010, 10.598933],
    ['Institut Supérieur De L electronique Et Du Numérique', 48.407048, -4.495404],
    ['Institut Teknologi Bandung', -6.891479994990007, 107.61076647786264],
    ['Instituto Federal de Educação, Ciência e Tecnologia de São Paulo, Campus Salto', -23.186417422537673, -47.3026404021975],
    ['Instituto Politécnico Nacional', 19.50180478487398, -99.14006032956499],
    ['Instituto Tecnológico Autónomo de México', 19.345082, -99.200109],
    ['Instituto Tecnológico de Buenos Aires', -34.60344204222346, -58.367555901613244],
    ['Islamic University of Medina', 24.48074697009334, 39.56541972658709],
    ['İstanbul Teknik Üniversitesi', 41.105424, 29.025383],
    ['IT-Universitetet i København', 55.659581, 12.591001],
    ['Ivan Franko National University of Lviv', ],
    ['Jeonbuk National Univerity', 35.84672368341337, 127.12933501144478],
    ['Johns Hopkins University', 39.329793394180356, -76.62046405733469],
    ['Julius-Maximilians-Universität Würzburg', 49.78820215938576, 9.93528145588768],
    ['Keio University', 35.64897299839235, 139.74289468260451],
    ['King Abdullah University of Science and Technology', 22.309455, 39.104804],
    ['King Fahd University of Petroleum and Minerals', 26.30911056319009, 50.14877330868206],
    ['King Faisal University', 25.337091857675933, 49.60263600084044],
    ['Kongu Engineering College', 11.274332, 77.607049],
    ['Korea Aerospace University', 37.59935497969653, 126.86515812673423],
    ['KPR Institute of Engineering and Technology', 11.076967, 77.141871],
    ['Kyungpook National University', 35.888949, 128.610718],
    ['Lancaster University', 54.009934, -2.785905],
    ['Leading Unviersity', 24.8695739839713, 91.80513508472882],
    ['Leibniz Universität Hannover', 52.382866, 9.719635],
    ['Leuphana University of Lüneburg', 53.228941, 10.401308],
    ['London School of Economics & Political Science', 51.514392, -0.116516],
    ['M.S.Ramaiah University of Applied Sciences', 13.029069085518358, 77.569860997637],
    ['Make School', 37.787894377380354, -122.41095548220652],
    ['Masaryk University', 49.198629879223446, 16.605341082947827],
    ['Massachusetts Institute of Technology', 42.360281, -71.093098],
    ['Maynooth University', 53.38450997553908, -6.6011155016744745],
    ['McGill University', 45.504939, -73.577136],
    ['Menoufia University', 30.565557905529662, 31.013082197848526],
    ['Milwaukee School of Engineering', 43.044001, -87.908595],
    ['Minia University', 28.126169, 30.732153],
    ['Mississippi State University', 33.45519208318904, -88.79438733102509],
    ['Missouri University of Science and Technology', 37.95371623940309, -91.77561637325782],
    ['Mohammad Ali Jinnah University', 24.86013894532031, 67.06982865542854],
    ['Mohammed V University in Rabat', 33.971572989460796, -6.849923495287191],
    ['Monash University', -37.915704, 145.152934],
    ['Multimedia University', 2.927632, 101.641911],
    ['Murdoch University', -32.06801134017521, 115.83517222507825],
    ['Nanchang Hangkong University', 28.65219238706258, 115.83087350042149],
    ['Nanjing Medical University', 32.05801565599208, 118.77699760826948],
    ['Nanjing University', 32.05685726695432, 118.77894946894766],
    ['National Chung Hsing University', 24.123679, 120.675380],
    ['National Institute of Technical Teachers Training & Research', 30.729031, 76.807565],
    ['National Institute of Technology Trichy', 10.75891701182735, 78.81325028403937],
    ['National Institute of Technology, Warangal', 17.983721, 79.530946],
    ['National Sun Yat-sen University', 22.628239355746864, 120.26464406695942],
    ['National Taichung University of Science and Technology', 24.149733494481218, 120.68374973998229],
    ['National Taiwan University', 25.017350, 121.539655],
    ['National Technical University of Athens', 37.98764546033555, 23.731787656236158],
    ['National Technical University of Ukraine', 50.44964803764428, 30.460056556427],
    ['National United University', 24.545702, 120.811728],
    ['National University of Sciences and Technology', 33.61460294058976, 72.9653919347025],
    ['National University of Singapore', 1.296520, 103.776442],
    ['Nazarbayev University', 51.090618, 71.398175],
    ['New Jersey Institute of Technology', 40.74236243668042, -74.1793117730986],
    ['New Mexico Institute of Mining and Technology', 34.065975205125405, -106.90560027324813],
    ['New Mexico State University', 32.28140801211906, -106.75074490411602],
    ['New York University', 40.729456, -73.996472],
    ['Newman University', 37.673449, -97.377712],
    ['North Ossetian State University', 43.027041, 44.691302],
    ['NorthCap University', 28.503630525668804, 77.04987722655548],
    ['Northeastern University', 42.339835, -71.089102],
    ['Northwestern Polytechnical University', 34.24598091800293, 108.91386749791955],
    ['Northwestern University', 42.05645294897576, -87.67521990862949],
    ['Ohio University', 39.324372, -82.101379],
    ['Pakuan University', -6.599793421985339, 106.81194189757623],
    ['Peking University', 39.987012, 116.305112],
    ['Pennsylvania State University', 40.79818079163954, -77.85992985960544],
    ['Pohang University of Science and Technology', 36.013877001742266, 129.32320505556376],
    ['Politechnika Białostocka', 53.11699484392429, 23.146834621702926],
    ['Politecnico di Milano', 45.478394, 9.228364],
    ['Politeknik Negeri Semarang', -7.052776204253788, 110.43439125348482],
    ['Pomona College', 34.09778604921607, -117.71189443091966],
    ['Pontificia Universidad Católica de Chile', -33.441277, -70.640809],
    ['Pontificia Universidad Católica del Perú', -12.069522483075499, -77.07932701577417],
    ['Portland State University', 45.511132, -122.683424],
    ['Punjabi University', 30.358187021872627, 76.45696006031892],
    ['Purdue University Northwest', 41.58084980453233, -87.47237630200696],
    ['Purdue University', 40.423656, -86.921345],
    ['Quaid-e-Azam University', 33.747665822488834, 73.13814245558159],
    ['Queen Mary University of London', 51.524421096387755, -0.040331921361471734],
    ['Queen\'s University', 44.225218, -76.495141],
    ['Radboud Universiteit', 51.821992, 5.863819],
    ['Radboud University', 51.82207299605486, 5.863841052729379],
    ['Rajiv Gandhi Institute of Petroleum Technology', 28.593847414305465, 77.39076486766223],
    ['Rensselaer Polytechnic Institute', 42.72978642205285, -73.67887767314235],
    ['Rowan University', 39.708911, -75.118424],
    ['Rutgers, The State University of New Jersey', 40.500694, -74.447496],
    ['RVS Institute of Management Studies and Research', 11.025672605704159, 77.13190836197246],
    ['RWTH Aachen University', 50.780176378927806, 6.065721538523498],
    ['Sant Longowal Institute of Engineering Technology', 30.221404023026817, 75.69967492658512],
    ['Santa Clara University', 37.34963325087533, -121.93899823085026],
    ['Sapienza Università di Roma', 41.903379, 12.514557],
    ['Seoul National University of Science and Technology', 37.63167687641216, 127.07751348495653],
    ['Seoul National University', 37.45651799643593, 126.95001704031611],
    ['Shanghai Jiao Tong University', 31.024733, 121.433617],
    ['Shanghai University of Electric Power', 31.04877859804456, 121.78835036892876],
    ['Shanghai University of Finance and Economics',31.306851, 121.493008],
    ['Shantilal Shah Engineering College', 21.703541090371587, 72.12397696887888],
    ['Sharif University of Technology', 35.70361632936633, 51.35165832493341],
    ['Shenzhen University', 22.53306989491673, 113.93281299764764],
    ['Shivaji University, Kolhapur', 16.67797704346678, 74.25552426882714],
    ['Simon Fraser University', 49.27803068489411, -122.91981892825947],
    ['Singapore University of Technology and Design', 1.3413217954391312, 103.9633058111096],
    ['Sogang University', 37.550944, 126.941024],
    ['Sookmyung Women\'s University', 37.54647497970634, 126.96468086906177],
    ['Southern Connecticut State University', 41.33176617917106, -72.94830941550629],
    ['Southern New Hampshire University', 43.040596, -71.453469],
    ['St. Pölten University of Applied Sciences', 48.213869, 15.631828],
    ['Stanford University',  37.427526, -122.169740],
    ['State University of New York at Albany', 42.685515387266854, -73.82487904220662],
    ['State University of New York at Binghamton', 42.089333, -75.969467],
    ['State University of New York at Fredonia', 42.453882311002204, -79.3403311153838],
    ['Stellenbosch University', -33.932816682176856, 18.864457726885107],
    ['Stevens Institute of Technology', 40.745038, -74.024795],
    ['Sungkyunkwan University', 37.58820147462304, 126.99360599792786],
    ['Technion - Israel Institute of Technology', 32.77676926022672, 35.023212928578644],
    ['Technische Universität Berlin', 52.510825564819434, 13.325316138983046],
    ['Technische Universität München', 48.14549086301307, 11.568723553487795],
    ['Technische Universiteit Delft', 51.996068, 4.375953],
    ['Tecnológico de Monterrey, Campus Guadalajara', 19.593282701938232, -99.2291878889087],
    ['Tekirdağ Namık Kemal Üniversitesi', 40.993504, 27.584084],
    ['Télécom Paris', 48.71349413266882, 2.200664228725518],
    ['Telkom University', -6.972985695972342, 107.63169612640726],
    ['Texas A&M University', 30.617810, -96.333042],
    ['Thapar Institute of Engineering and Technology', 30.356403, 76.364800],
    ['Tsinghua University', 39.999700, 116.326473],
    ['Tufts University', 42.408521235706615, -71.11831581723749],
    ['Umeå University', 63.82016558195982, 20.305489014485417],
    ['Universidad Carlos III de Madrid', 40.316874, -3.727607],
    ['Universidad de Ibagué', 4.45021130026633, -75.1993960735507],
    ['Universidad de Ingeniería y Tecnología - UTEC', -12.135341724102593, -77.02208550228161],
    ['Universidad de Salamanca', 40.96134568110998, -5.666903644351024],
    ['Universidad de Zaragoza', 41.642040, -0.901549],
    ['Universidad del Norte, Colombia', 11.019500454164058, -74.85043163130192],
    ['Universidad Icesi', 3.3419142623225517, -76.53035185768121],
    ['Universidad Militar Nueva Granada', 4.683159, -74.042287],
    ['Universidad Nacional Agraria La Molina', -12.081733, -76.943175],
    ['Universidad Nacional Autónoma de México', 19.336630823074984, -99.18862480231167],
    ['Universidad Nacional de Colombia Sede Manizales',  5.056096, -75.491125],
    ['Universidad Nacional de Tierra del Fuego', -54.81885380138744, -68.32556169447504],
    ['Universidad Politécnica de Chiapas', 16.615028564974338, -93.09060984466512],
    ['Universidad Politécnica de Valencia', 39.48088957938795, -0.3411206597292044],
    ['Universidad Politécnica Salesiana, Cuenca', -2.8864969522107433, -78.989868373622],
    ['Universidad Rafael Landivar', 14.594762814636674, -90.48313036588583],
    ['Universidad Rey Juan Carlos', 40.334747615531455, -3.86902758571685],
    ['Universidad San Francisco de Quito', -0.19689445689176496, -78.4357222219509],
    ['Universidad Tecnológica de Pereira', 4.79491115294912, -75.68771494480004],
    ['Universidad Tecnológica Nacional', -34.60452041873278, -58.37279213076838],
    ['Universidade Católica de Brasília', -15.86525637103062, -48.030125973476686],
    ['Universidade Estadual de Campinas', -22.818607400932713, -47.064699144516844],
    ['Universidade Federal de Goiás', -16.606196607135796, -49.26146240221976],
    ['Universidade Federal de Minas Gerais', -19.871207, -43.967403],
    ['Universidade Federal de Ouro Preto', -20.397216, -43.509595],
    ['Universidade Federal de Pernambuco', -8.05072449416887, -34.95088120241869],
    ['Universidade Federal de São Carlos', -21.983862034147972, -47.88153590212797],
    ['Universidade Federal de Viçosa', -20.76107931824821, -42.87017393098652],
    ['Universidade Federal do Pampa', -31.29356560593218, -54.06167218696135],
    ['Universidade Federal do Rio Grande', -32.068126, -52.161809],
    ['Universidade NOVA de Lisboa', 38.733973, -9.159771],
    ['Universidade Presbiteriana Mackenzie', -23.548073, -46.650557],
    ['Universidade Tecnológica Federal do Paraná', -26.072314015383448, -53.087919900356724],
    ['Università Cattolica del Sacro Cuore', 45.46219481459343, 9.176949126871374],
    ['Università degli Studi di Bari Aldo Moro', 41.12043334417094, 16.868474498015452],
    ['Università degli Studi di Brescia', 45.538091, 10.218809],
    ['Università degli Studi di Catania', 37.503557, 15.086512],
    ['Università degli Studi di Padova', 45.406843, 11.877540],
    ['Universitas Andalas, Padang', -0.9154018014570859, 100.45794569753971],
    ['Universitas Indonesia', -6.362769515346744, 106.82706779500322],
    ['Universitas Negeri Yogyakarta', -7.7747220037278595, 110.38625031301599],
    ['Universitas Udayana', -8.798209078101248, 115.17245647061401],
    ['Universität Bremen', 53.106810543001664, 8.85208488491805],
    ['Universitat de Barcelona', 41.38691610832836, 2.163727601220874],
    ['Universitat de València', 39.47725848198564, -0.34332900463722327],
    ['Universität Heidelberg',  49.419049, 8.670228],
    ['Universität Leipzig', 51.33856707702235, 12.37844004068345],
    ['Universitat Politècnica de Catalunya', 41.387674, 2.113366],
    ['Universitatea Babeș-Bolyai', 47.927972591218904, 23.880209827041575],
    ['Universitatea de Vest din Timișoara', 45.746810, 21.231822],
    ['Université Abderrahmane Mira de Béjaïa', 36.70396457051605, 5.055411267872638],
    ['Université Clermont Auvergne', 45.77054966254526, 3.087928109368468],
    ['Université Côte d\'Azur', 43.71955259082013, 7.2473168865030795],
    ['Université de Caen Normandie', 49.19281299068441, -0.36392600170804745],
    ['Université de Rouen Normandie', 49.443884106680045, 1.0778682271353555],
    ['Université de technologie de Compiègne', 49.41520329880707, 2.819109098250336],
    ['Université Paris-Saclay', 48.709851, 2.166719],
    ['Université Toulouse 1 Capitole', 43.606671747683706, 1.4369305423179983],
    ['University of Akron', 41.07536877919584, -81.51235313085515],
    ['University of Alabama in Huntsville', 34.72514702187814, -86.64042827914992],
    ['University of Allahabad', 25.46694171099288, 81.85943822650785],
    ['University of Applied Sciences Würzburg-Schweinfurt', 50.04616825485864, 10.220690184945619],
    ['University of Arkansas', 36.068646, -94.175019],
    ['University of Augsburg', 48.332587, 10.896367],
    ['University of Baghdad', 33.271192391341195, 44.3779930978069],
    ['University of Bath', 51.37824520803883, -2.326341477738855],
    ['University of Bordj Bou Arreridj', 36.0470588039056, 4.801369297864319],
    ['University of British Columbia', 49.26061218107739, -123.2459723440339],
    ['University of California, Berkeley', 37.872119, -122.259398],
    ['University of California, Irvine', 33.64041479189713, -117.84423182861512],
    ['University of California, Los Angeles', 34.068512, -118.444870],
    ['University of California, San Diego', 32.879952, -117.234003],
    ['University of California, Santa Barbara', 34.413981, -119.849795],
    ['University of California, Santa Cruz', 36.98794744243739, -122.05822003092241],
    ['University of Cambridge', 52.204286, 0.115005],
    ['University of Canberra', -35.238543897343526, 149.08425086927494],
    ['University of Catania', 37.50356591038211, 15.086500139334673],
    ['University of Cincinnati', 39.132868, -84.515032],
    ['University of Colorado Boulder', 40.007572761464324, -105.26594170204542],
    ['University of Connecticut', 41.80798898135509, -72.25396995820908],
    ['University of Copenhagen', 55.68020608428594, 12.572259395193345],
    ['University of Derby', ],
    ['University of Florida', 29.64355788487887, -82.35494093107566],
    ['University of Genoa', 44.414833755673804, 8.92625659181354],
    ['University of Ghana', 5.650551319186316, -0.19622440247963466],
    ['University of Groningen', 53.21926980379302, 6.562976469577292],
    ['University of Hamburg', 53.56656407992987, 9.984640956096326],
    ['University of Houston', 29.719930246808993, -95.34224413100252],
    ['University of Hull', 53.77302813358286, -0.36691079930201376],
    ['University of Iceland', 64.13959688500444, -21.951825228227687],
    ['University of Idaho', 46.72877560849885, -117.01255475764911],
    ['University of Illinois at Urbana-Champaign', 40.102379, -88.227408],
    ['University of International Business and Economics', 39.977509757850314, 116.42960172682243],
    ['University of Klagenfurt', 46.61603264009882, 14.26546671356295],
    ['University of Liège', 50.583046, 5.559053],
    ['University of Louisiana at Lafayette', 30.211990981736992, -92.01988181574386],
    ['University of Maryland Baltimore County', 39.24977677942096, -76.71145777322782],
    ['University of Maryland',38.987052, -76.943692],
    ['University of Massachusetts Lowell', 42.65524289815277, -71.3247056730508],
    ['University of Michigan Dearborn', 42.31765014540476, -83.23205135965965],
    ['University of Michigan', 42.277980073881835, -83.73820264377662],
    ['University of Milano-Bicocca', 45.51801581407194, 9.213780284696726],
    ['University of Minnesota, Twin Cities', 44.973929, -93.227836],
    ['University of Moratuwa', 6.7951595554792465, 79.90075970969005],
    ['University of Nebraska Omaha', 41.258010029406236, -96.01073643333788],
    ['University of New Hampshire',43.138784, -70.937798],
    ['University of Newcastle', -32.89298801282788, 151.70428478836112],
    ['University of North Carolina at Chapel Hill',35.905182, -79.046044],
    ['University of North Texas', 33.207434, -97.152575],
    ['University of Northern Philippines', 17.561055, 120.382766],
    ['University of Nottingham', 52.939769748244764, -1.1929566862510637],
    ['University of Oslo', 59.939958581789355, 10.721749598540159],
    ['University of Pennsylvania',  39.952211, -75.193235],
    ['University of Pittsburgh', 40.44423080363611, -79.96083500149064],
    ['University of Rostock', 54.075519600828876, 12.103493669511643],
    ['University of São Paulo', -23.56140891899907, -46.73075691566558],
    ['University of Science and Technology of China', 31.822004, 117.281182],
    ['University of Southern California', 34.022342988255865, -118.2850955445068],
    ['University of Southern Maine', 43.661823, -70.275881],
    ['University of St Andrews', 56.341630, -2.794224],
    ['University of St. Thomas', 44.95142877986982, -93.18315330487769],
    ['University of Suffolk', 52.052261479631085, 1.1634801848855267],
    ['University of Sydney', -33.88852788429061, 151.18736849784295],
    ['University of Szeged', 46.2473321790186, 20.147663813552796],
    ['University of Technology Sydney', -33.883371, 151.200612],
    ['University of Tehran', 35.702227892560046, 51.39578434258915],
    ['University of Texas at Austin', 30.284631, -97.733939],
    ['University of Texas at Dallas', 32.985761880820135, -96.75007784443366],
    ['University of Texas Rio Grande Valley', 26.308236753610537, -98.1740372598944],
    ['University of Udine', 46.08105739511595, 13.21194739811087],
    ['University of Warsaw', 52.24026087208004, 21.018601198339127],
    ['University of Washington',47.660589, -122.315527],
    ['University of Waterloo',43.472278, -80.544707],
    ['University of Wisconsin Madison', 43.076545, -89.412316],
    ['Univerzita Komenského v Bratislave',  48.141170, 17.115943],
    ['Uniwersytet Jagielloński', 50.06072894209004, 19.934242765889614],
    ['Vardhaman College of Engineering', 17.25473598008537, 78.30652732642346],
    ['Vardhman Mahaveer Open University', 25.133687148968978, 75.81073254001238],
    ['Vietnamese-German University', 11.054337, 106.665432],
    ['Vignana Jyothi Institute Of Management', 17.53968451796987, 78.3869266130151],
    ['Vilnius University', 54.678680659833574, 25.284391497069414],
    ['Wageningen University', 51.984503, 5.665920],
    ['West Virginia University', 39.647970, -79.969768],
    ['Western University', 43.009210, -81.273763],
    ['Wichita State University', 37.71913569295886, -97.28994210209869],
    ['Xavier University Bhubaneswar', 20.158124, 85.762486],
    ['Xi\'an Jiaotong Liverpool University', 31.274867830334355, 120.73814764250494],
    ['Xiamen University', 24.437348384183196, 118.09785499767432],
    ['Xianning Vocational Technical College', 29.826747479175058, 114.31725407046595],
    ['Yale University', 41.316316321000315, -72.92233237317788],
    ['Yeshiva University', 40.850490, -73.929011],
    ['Yıldız Teknik Üniversitesi', 41.05257981870814, 29.011524197289017],
    ['Yonsei University', 37.56588603067197, 126.93857199799072],
    ['Yunnan University',25.053496, 102.703883],
    ['Zhejiang University', 30.308629, 120.086156],
    ];
      for (var i = 0; i < locations.length; i++) {
        var loc = locations[i];
        var marker = new google.maps.Marker({
          position: {lat: loc[1], lng: loc[2]},
          map: map,
          label: {text: loc[0], fontSize: '0px', color: 'black', fontWeight: 'bold'}
        });
        google.maps.event.addListener(marker, "mouseover", function(evt) {
         label = this.getLabel();
         label.fontSize = '12px';
         this.setLabel(label);
        });
        google.maps.event.addListener(marker, "mouseout", function(evt) {
         label = this.getLabel();
         label.fontSize = '0px';
         this.setLabel(label);
        });
      }
    }
    </script>
    <script async defer
    src="https://maps.googleapis.com/maps/api/js?key=AIzaSyDHVyB-dRW3fhSdUmy3lqoiaNjV9JVUR4M&callback=initMap">
    </script>
    -->
    <!--end of the map-->

    <button class="collapsible">
        <center>[+] <i>Click here to show the incomplete list. </i></center>
    </button>
    <div class="expansion">
    <div class="institute mdl-grid">
      Abasyn University, Islamabad Campus<br>
      Alexandria University<br>
      Amirkabir University of Technology<br>
      Amity University<br>
      Amrita Vishwa Vidyapeetham University<br>
      Anna University<br>
      Anna University Regional Campus Madurai<br>
      Ateneo de Naga University<br>
      Australian National University<br>
      Bar-Ilan University<br>
      Barnard College<br>
      Beijing Foresty University<br>
      Birla Institute of Technology and Science, Hyderabad<br>
      Birla Institute of Technology and Science, Pilani<br>
      BML Munjal University<br>
      Boston College<br>
      Boston University<br>
      Brac University<br>
      Brandeis University<br>
      Brown University<br>
      Brunel University London<br>
      Cairo University<br>
      California State University, Northridge<br>
      Cankaya University<br>
      Carnegie Mellon University<br>
      Center for Research and Advanced Studies of the National Polytechnic Institute<br>
      Chalmers University of Technology<br>
      Chennai Mathematical Institute<br>
      Chouaib Doukkali University<br>
      Chulalongkorn University<br>
      City College of New York<br>
      City University of Hong Kong<br>
      City University of Science and Information Technology<br>
      College of Engineering Pune<br>
      Columbia University<br>
      Cornell University<br>
      Cyprus Institute<br>
      Deakin University<br>
      Diponegoro University<br>
      Dresden University of Technology<br>
      Duke University<br>
      Durban University of Technology<br>
      Eastern Mediterranean University<br>
      Ecole Nationale Supérieure d'Informatique<br>
      Ecole Nationale Supérieure de Cognitique<br>
      École Nationale Supérieure de Techniques Avancées<br>
      Eindhoven University of Technology<br>
      Emory University<br>
      Eötvös Loránd University<br>
      Escuela Politécnica Nacional<br>
      Escuela Superior Politecnica del Litoral<br>
      Federal University Lokoja<br>
      Feng Chia University<br>
      Fisk University<br>
      Florida Atlantic University<br>
      FPT University<br>
      Fudan University<br>
      Ganpat University<br>
      Gayatri Vidya Parishad College of Engineering (Autonomous)<br>
      Gazi Üniversitesi<br>
      Gdańsk University of Technology<br>
      George Mason University<br>
      Georgetown University<br>
      Georgia Institute of Technology<br>
      Gheorghe Asachi Technical University of Iaşi<br>
      Golden Gate University<br>
      Great Lakes Institute of Management<br>
      Gwangju Institute of Science and Technology<br>
      Habib University<br>
      Hamad Bin Khalifa University<br>
      Hangzhou Dianzi University<br>
      Hangzhou Dianzi University<br>
      Hankuk University of Foreign Studies<br>
      Harare Institute of Technology<br>
      Harbin Institute of Technology<br>
      Harvard University<br>
      Hasso-Plattner-Institut<br>
      Hebrew University of Jerusalem<br>
      Heinrich-Heine-Universität Düsseldorf<br>
      Henan Institute of Technology<br>
      Hertie School<br>
      Higher Institute of Applied Science and Technology of Sousse<br>
      Hiroshima University<br>
      Ho Chi Minh City University of Foreign Languages and Information Technology<br>
      Hochschule Bremen<br>
      Hochschule für Technik und Wirtschaft<br>
      Hochschule Hamm-Lippstadt<br>
      Hong Kong University of Science and Technology<br>
      Houston Community College<br>
      Huazhong University of Science and Technology<br>
      Humboldt-Universität zu Berlin<br>
      İbn Haldun Üniversitesi<br>
      Icahn School of Medicine at Mount Sinai<br>
      Imperial College London<br>
      IMT Mines Alès<br>
      Indian Institute of Technology Bombay<br>
      Indian Institute of Technology Hyderabad<br>
      Indian Institute of Technology Jodhpur<br>
      Indian Institute of Technology Kanpur<br>
      Indian Institute of Technology Kharagpur<br>
      Indian Institute of Technology Mandi<br>
      Indian Institute of Technology Ropar<br>
      Indian School of Business<br>
      Indira Gandhi National Open University<br>
      Indraprastha Institute of Information Technology, Delhi<br>
      Institut catholique d'arts et métiers (ICAM)<br>
      Institut de recherche en informatique de Toulouse<br>
      Institut Supérieur d'Informatique et des Techniques de Communication<br>
      Institut Supérieur De L'electronique Et Du Numérique<br>
      Institut Teknologi Bandung<br>
      Instituto Federal de Educação, Ciência e Tecnologia de São Paulo, Campus Salto<br>
      Instituto Politécnico Nacional<br>
      Instituto Tecnológico Autónomo de México<br>
      Instituto Tecnológico de Buenos Aires<br>
      Islamic University of Medina<br>
      İstanbul Teknik Üniversitesi<br>
      IT-Universitetet i København<br>
      Ivan Franko National University of Lviv<br>
      Jeonbuk National Univerity<br>
      Johns Hopkins University<br>
      Julius-Maximilians-Universität Würzburg<br>
      Keio University<br>
      King Abdullah University of Science and Technology<br>
      King Fahd University of Petroleum and Minerals<br>
      King Faisal University<br>
      Kongu Engineering College<br>
      Korea Aerospace University<br>
      KPR Institute of Engineering and Technology<br>
      Kyungpook National University<br>
      Lancaster University<br>
      Leading Unviersity<br>
      Leibniz Universität Hannover<br>
      Leuphana University of Lüneburg<br>
      London School of Economics & Political Science<br>
      M.S.Ramaiah University of Applied Sciences<br>
      Make School<br>
      Masaryk University<br>
      Massachusetts Institute of Technology<br>
      Maynooth University<br>
      McGill University<br>
      Menoufia University<br>
      Milwaukee School of Engineering<br>
      Minia University<br>
      Mississippi State University<br>
      Missouri University of Science and Technology<br>
      Mohammad Ali Jinnah University<br>
      Mohammed V University in Rabat<br>
      Monash University<br>
      Multimedia University<br>
      Murdoch University<br>
      Nanjing University<br>
      Nanchang Hangkong University<br>
      Nanjing Medical University<br>
      Nanjing University<br>
      National Chung Hsing University<br>
      National Institute of Technical Teachers Training & Research<br>
      National Institute of Technology Trichy<br>
      National Institute of Technology, Warangal<br>
      National Sun Yat-sen University<br>
      National Taichung University of Science and Technology<br>
      National Taiwan University<br>
      National Technical University of Athens<br>
      National Technical University of Ukraine<br>
      National United University<br>
      National University of Sciences and Technology<br>
      National University of Singapore<br>
      Nazarbayev University<br>
      New Jersey Institute of Technology<br>
      New Mexico Institute of Mining and Technology<br>
      New Mexico State University<br>
      New York University<br>
      Newman University<br>
      North Ossetian State University<br>
      NorthCap University<br>
      Northeastern University<br>
      Northwestern Polytechnical University<br>
      Northwestern University<br>
      Ohio University<br>
      Pakuan University<br>
      Peking University<br>
      Pennsylvania State University<br>
      Pohang University of Science and Technology<br>
      Politechnika Białostocka<br>
      Politecnico di Milano<br>
      Politeknik Negeri Semarang<br>
      Pomona College<br>
      Pontificia Universidad Católica de Chile<br>
      Pontificia Universidad Católica del Perú<br>
      Portland State University<br>
      Punjabi University<br>
      Purdue University<br>
      Purdue University Northwest<br>
      Quaid-e-Azam University<br>
      Queen Mary University of London<br>
      Queen's University<br>
      Radboud Universiteit<br>
      Radboud University<br>
      Rajiv Gandhi Institute of Petroleum Technology<br>
      Rensselaer Polytechnic Institute<br>
      Rowan University<br>
      Rutgers, The State University of New Jersey<br>
      RVS Institute of Management Studies and Research<br>
      RWTH Aachen University<br>
      Sant Longowal Institute of Engineering Technology<br>
      Santa Clara University<br>
      Sapienza Università di Roma<br>
      Seoul National University<br>
      Seoul National University of Science and Technology<br>
      Shanghai Jiao Tong University<br>
      Shanghai University of Electric Power<br>
      Shanghai University of Finance and Economics<br>
      Shantilal Shah Engineering College<br>
      Sharif University of Technology<br>
      Shenzhen University<br>
      Shivaji University, Kolhapur<br>
      Simon Fraser University<br>
      Singapore University of Technology and Design<br>
      Sogang University<br>
      Sookmyung Women's University<br>
      Southern Connecticut State University<br>
      Southern New Hampshire University<br>
      St. Pölten University of Applied Sciences<br>
      Stanford University<br>
      State University of New York at Albany<br>
      State University of New York at Binghamton<br>
      State University of New York at Fredonia<br>
      Stellenbosch University<br>
      Stevens Institute of Technology<br>
      Sungkyunkwan University<br>
      Technion - Israel Institute of Technology<br>
      Technische Universität Berlin<br>
      Technische Universität München<br>
      Technische Universiteit Delft<br>
      Tecnológico de Monterrey, Campus Guadalajara<br>
      Tekirdağ Namık Kemal Üniversitesi<br>
      Télécom Paris<br>
      Telkom University<br>
      Texas A&M University<br>
      Thapar Institute of Engineering and Technology<br>
      Tsinghua University<br>
      Tufts University<br>
      Umeå University<br>
      Universidad Carlos III de Madrid<br>
      Universidad de Ibagué<br>
      Universidad de Ingeniería y Tecnología - UTEC<br>
      Universidad de Salamanca<br>
      Universidad de Zaragoza<br>
      Universidad del Norte, Colombia<br>
      Universidad Icesi<br>
      Universidad Militar Nueva Granada<br>
      Universidad Nacional Agraria La Molina<br>
      Universidad Nacional Autónoma de México<br>
      Universidad Nacional de Colombia Sede Manizales<br>
      Universidad Nacional de Tierra del Fuego<br>
      Universidad Politécnica de Chiapas<br>
      Universidad Politécnica de Valencia<br>
      Universidad Politécnica Salesiana, Cuenca<br>
      Universidad Rafael Landivar<br>
      Universidad Rey Juan Carlos<br>
      Universidad San Francisco de Quito<br>
      Universidad Tecnológica de Pereira<br>
      Universidad Tecnológica Nacional<br>
      Universidade Católica de Brasília<br>
      Universidade Estadual de Campinas<br>
      Universidade Federal de Goiás<br>
      Universidade Federal de Minas Gerais<br>
      Universidade Federal de Ouro Preto<br>
      Universidade Federal de Pernambuco<br>
      Universidade Federal de São Carlos<br>
      Universidade Federal de Viçosa<br>
      Universidade Federal do Pampa<br>
      Universidade Federal do Rio Grande<br>
      Universidade NOVA de Lisboa<br>
      Universidade Presbiteriana Mackenzie<br>
      Universidade Tecnológica Federal do Paraná<br>
      Università Cattolica del Sacro Cuore<br>
      Università degli Studi di Bari Aldo Moro<br>
      Università degli Studi di Brescia<br>
      Università degli Studi di Catania<br>
      Università degli Studi di Padova<br>
      Universitas Andalas, Padang<br>
      Universitas Indonesia<br>
      Universitas Negeri Yogyakarta<br>
      Universitas Udayana<br>
      Universität Bremen<br>
      Universitat de Barcelona<br>
      Universitat de València<br>
      Universität Heidelberg<br>
      Universität Leipzig<br>
      Universitat Politècnica de Catalunya<br>
      Universitatea Babeș-Bolyai<br>
      Universitatea de Vest din Timișoara<br>
      Université Abderrahmane Mira de Béjaïa<br>
      Université Clermont Auvergne<br>
      Université Côte d'Azur<br>
      Université de Caen Normandie<br>
      Université de Rouen Normandie<br>
      Université de technologie de Compiègne<br>
      Université Paris-Saclay<br>
      Université Toulouse 1 Capitole<br>
      University of Akron<br>
      University of Alabama in Huntsville<br>
      University of Allahabad<br>
      University of Applied Sciences Würzburg-Schweinfurt<br>
      University of Arkansas<br>
      University of Augsburg<br>
      University of Baghdad<br>
      University of Bath<br>
      University of Bordj Bou Arreridj<br>
      University of British Columbia<br>
      University of California, Berkeley<br>
      University of California, Irvine<br>
      University of California, Los Angeles<br>
      University of California, San Diego<br>
      University of California, Santa Barbara<br>
      University of California, Santa Cruz<br>
      University of Cambridge<br>
      University of Canberra<br>
      University of Catania<br>
      University of Cincinnati<br>
      University of Colorado Boulder<br>
      University of Connecticut<br>
      University of Copenhagen<br>
      University of Derby<br>
      University of Florida<br>
      University of Genoa<br>
      University of Ghana<br>
      University of Groningen<br>
      University of Hamburg<br>
      University of Houston<br>
      University of Hull<br>
      University of Iceland<br>
      University of Idaho<br>
      University of Illinois at Urbana-Champaign<br>
      University of International Business and Economics<br>
      University of Klagenfurt<br>
      University of Liège<br>
      University of Louisiana at Lafayette<br>
      University of Maryland<br>
      University of Maryland Baltimore County<br>
      University of Massachusetts Lowell<br>
      University of Michigan<br>
      University of Michigan Dearborn<br>
      University of Milano-Bicocca<br>
      University of Minnesota, Twin Cities<br>
      University of Moratuwa<br>
      University of Nebraska Omaha<br>
      University of New Hampshire<br>
      University of Newcastle<br>
      University of North Carolina at Chapel Hill<br>
      University of North Texas<br>
      University of Northern Philippines<br>
      University of Nottingham<br>
      University of Oslo<br>
      University of Pennsylvania<br>
      University of Pittsburgh<br>
      University of Rostock<br>
      University of São Paulo<br>
      University of Science and Technology of China<br>
      University of Southern California<br>
      University of Southern Maine<br>
      University of St Andrews<br>
      University of St. Thomas<br>
      University of Suffolk<br>
      University of Sydney<br>
      University of Szeged<br>
      University of Technology Sydney<br>
      University of Tehran<br>
      University of Texas at Austin<br>
      University of Texas at Dallas<br>
      University of Texas Rio Grande Valley<br>
      University of Udine<br>
      University of Warsaw<br>
      University of Washington<br>
      University of Waterloo<br>
      University of Wisconsin Madison<br>
      Univerzita Komenského v Bratislave<br>
      Uniwersytet Jagielloński<br>
      Vardhaman College of Engineering<br>
      Vardhman Mahaveer Open University<br>
      Vietnamese-German University<br>
      Vignana Jyothi Institute Of Management<br>
      Vilnius University<br>
      Wageningen University<br>
      West Virginia University<br>
      Western University<br>
      Wichita State University<br>
      Xavier University Bhubaneswar<br>
      Xi'an Jiaotong Liverpool University<br>
      Xiamen University<br>
      Xianning Vocational Technical College<br>
      Yale University<br>
      Yeshiva University<br>
      Yıldız Teknik Üniversitesi<br>
      Yonsei University<br>
      Yunnan University<br>
      Zhejiang University
    </div> <!-- mdl-grid -->
    </div>

    <!-- reverse the changes by google map... -->
    <style>
      a { font-weight: 400; }
    </style>
    </div>
</div>

<div class="mdl-grid">
  <div>
    <h3>BibTeX entry for citing the book</h3>
    <br>
    <div align="left">
      <div class="highlight-python notranslate">
        <div class="highlight">
          <tt>
            <pre>@book{zhang2023dive,
    title={Dive into Deep Learning},
    author={Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J.},
    publisher={Cambridge University Press},
    note={\url{https://D2L.ai}},
    year={2023}
}</pre>
          </tt>
        </div>
      </div>
    </div>
  </div>
</div>

<h2 class="toc"> Table of contents </h2>

<script>
var coll = document.getElementsByClassName("collapsible");
var i;
for (i = 0; i < coll.length; i++) {
  coll[i].addEventListener("click", function() {
    this.classList.toggle("collapsible-active");
    var content = this.nextElementSibling;
    if (content.style.maxHeight){
      content.style.maxHeight = null;
    } else {
      content.style.maxHeight = content.scrollHeight + "px";
    }
  });
}
</script>

<script async defer src="https://buttons.github.io/buttons.js"></script>

